Wary of being on the losing side of the gender gap, Republican candidates are working to repel Democratic efforts to portray GOP policy on abortion, equal-pay laws and other matters as harmful to women.

In Colorado, Reps. Cory Gardner and Mike Coffman withdrew their support last month for "personhood" proposals that could limit access to birth control. In Virginia Rep. Scott Rigell hosted his first "women's...